{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "from DistantSpeech.beamformer.utils import load_audio\n",
    "from scipy.signal import convolve as conv\n",
    "from matplotlib import pyplot as plt\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "from DistantSpeech.adaptivefilter.BaseFilter import BaseFilter, awgn\n",
    "from DistantSpeech.adaptivefilter import FastFreqLms, SubbandLMS, SubbandRLS\n",
    "from DistantSpeech.beamformer.utils import load_audio as audioread\n",
    "from DistantSpeech.beamformer.utils import save_audio as audiowrite\n",
    "from DistantSpeech.transform.transform import Transform\n",
    "from DistantSpeech.transform.subband import Subband\n",
    "from DistantSpeech.beamformer.utils import pt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(336567,)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load source single and rir\n",
    "src = load_audio('/home/wangwei/work/DistantSpeech/samples/audio_samples/cleanspeech_aishell3.wav')\n",
    "# src = np.random.rand(len(src))-0.5# * np.sqrt(npower)\n",
    "print(src.shape)\n",
    "rir = load_audio('/home/wangwei/work/DistantSpeech/DistantSpeech/adaptivefilter/rir.wav')\n",
    "rir = rir[200:]\n",
    "\n",
    "filter_len = 256\n",
    "\n",
    "rir = rir[:filter_len, np.newaxis]\n",
    "plt.figure()\n",
    "plt.plot(rir)\n",
    "plt.title('impulse response')\n",
    "plt.show()\n",
    "\n",
    "# src = awgn(src, 30)\n",
    "\n",
    "SNR = 20\n",
    "data_clean = conv(src, rir[:, 0])\n",
    "data = data_clean[:len(src)]\n",
    "data = awgn(data, SNR)\n",
    "pt(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(336567,)\n",
      "(336567,)\n",
      "Loading analysis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/h-M512-m2-r1.pickle'\n",
      "Loading synthesis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/g-M512-m2-r1.pickle'\n",
      "self.h:(1024,)\n",
      "self.g:(1024,)\n",
      "Loading analysis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/h-M512-m2-r1.pickle'\n",
      "Loading synthesis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/g-M512-m2-r1.pickle'\n",
      "self.h:(1024,)\n",
      "self.g:(1024,)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 336311/336311 [00:11<00:00, 30166.05it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "print(src.shape)\n",
    "print(data.shape)\n",
    "# audiowrite('src.wav', src)\n",
    "# audiowrite('data.wav', data)\n",
    "\n",
    "# array_data = audioread(\"/home/wangwei/work/DistantSpeech/example/mix.wav\")\n",
    "# src = array_data[:, 0]\n",
    "# data = array_data[:, 1]\n",
    "\n",
    "w = np.zeros((filter_len, 1))\n",
    "\n",
    "transform_x = Transform(n_fft=512, hop_length=256)\n",
    "transform_d = Transform(n_fft=512, hop_length=256)\n",
    "\n",
    "subband_rls = SubbandRLS(filter_len=2, num_bands=512) # use nyq subband\n",
    "\n",
    "flms = FastFreqLms(filter_len=filter_len, mu=0.1)\n",
    "\n",
    "valid_len = len(src)-flms.filter_len  # discard last frame\n",
    "\n",
    "est_err_flms = np.zeros(valid_len)\n",
    "est_err_stftlms = np.zeros(valid_len)\n",
    "est_err_subbandrls = np.zeros(valid_len)\n",
    "\n",
    "output_flms = np.zeros(data.shape)\n",
    "output_stftlms = np.zeros(data.shape)\n",
    "output_subbandrls = np.zeros(data.shape)\n",
    "\n",
    "for n in tqdm(range((valid_len))):\n",
    "    if np.mod(n, flms.filter_len) == 0:\n",
    "        input_vector = src[n: n +  flms.filter_len]\n",
    "        d_vector = data[n : n + flms.filter_len]\n",
    "\n",
    "        err, w_flms = flms.update(input_vector, d_vector)\n",
    "        output_flms[n : n + flms.filter_len] = err[:, 0]\n",
    "\n",
    "        subband_err_td, W_subbandlms = subband_rls.update(input_vector, d_vector)\n",
    "        output_subbandrls[n : n + flms.filter_len] = subband_err_td\n",
    "\n",
    "        # stft_err_fd, W_stftlms = subband_rls.update(transform_x.analysis(input_vector), transform_d.analysis(d_vector))\n",
    "        # output_subbandrls[n : n + flms.filter_len] = transform_d.synthesis(stft_err_fd)\n",
    "\n",
    "        # print(W_subbandlms.shape)\n",
    "        w_rls = np.fft.irfft(W_subbandlms[:, 0])\n",
    "        # w_rls2 = np.fft.irfft(W_subbandlms[:, 1])\n",
    "\n",
    "    est_err_flms[n] = np.sum(np.abs(rir - w_flms[:len(rir)])**2)\n",
    "    est_err_subbandrls[n] = np.sum(np.abs(np.abs(rir[1:, 0] - w_rls[:len(rir[:, 0])-1]))**2)\n",
    "    \n",
    "\n",
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(10 * np.log(est_err_flms / np.sum(np.abs(rir[:, 0])**2)) + 1e-6)\n",
    "plt.plot(10 * np.log(est_err_subbandrls / np.sum(np.abs(rir[:, 0])**2)) + 1e-6)\n",
    "plt.legend(['flms', 'subband'], loc='upper right')\n",
    "plt.xlabel(\"steps\")\n",
    "plt.ylabel(\"$\\||\\hat{w}-w\\||_2$\")\n",
    "plt.title('weight estimation error vs step')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(w_rls)\n",
    "plt.plot(rir[:, 0])\n",
    "plt.show()\n",
    "plt.figure(figsize=(14,8))\n",
    "# plt.plot(w_rls)\n",
    "plt.plot(w_rls[:256]-rir[:, 0])\n",
    "plt.show()\n",
    "# pt(w_rls2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(data)\n",
    "plt.plot(output_flms)\n",
    "plt.plot(output_subbandrls)\n",
    "\n",
    "# plt.ylim([-0.05,0.05])\n",
    "plt.legend(['src','flms', 'subband'], loc='upper right')\n",
    "plt.show()\n",
    "audiowrite('flms.wav', output_flms)\n",
    "audiowrite('subbandrls.wav', output_subbandrls)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "532cddd74b9fabc13f740f51c7600370dbbc74aaf96e64501f4b1ae280f38de4"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 ('.venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
